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Customer data platforms · October 2026 Edition

RudderStack vs Census

Zero of fourteen models named RudderStack first on the direct prompt; zero named Census. RudderStack was named by thirteen of the fourteen models and Census by four and RudderStack carries 31 labels and Census 11, so the shares are not directly comparable.

RudderStack

accepted challenger

Named in seven categories this edition.

Census

accepted challenger

By Fivetran, United States. Named in five categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 12; printed, not drawn.
Labels3111A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, RudderStack reading right to left. Rank and label count are printed, not drawn.Segment was named alongside these two in thirteen of the fourteen direct answers. Segment vs RudderStack · Segment vs Census · Hightouch vs RudderStack

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the customer data platforms page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RudderStackFirst choices, of fourteen modelsCensus
Direct00
Paraphrase01
Comparative00
Budget-constrained20
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where RudderStack and Census stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
RudderStack Census first choice named as an alternative argued againstblank: not namedEach cell is one answer, RudderStack on the left and Census on the right.

The direct prompt

The plain question, one answer per model, grouped by where RudderStack and Census stood in it.

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniHightouch alternatives: RudderStack, Segment
DeepSeek V4 FlashHightouch, Segment alternatives: BlueConic, RudderStack
Qwen 3.7 FlashHightouch, Segment alternatives: AudienceStream, HubSpot, RudderStack, mParticle
MiniMax M2.5HubSpot CDP alternatives: Bloomreach, RudderStack, Segment, Tealium
GPT-6 LunaHightouch alternatives: RudderStack, Segment

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5BlueConic, Segment alternatives: Hightouch, Salesforce Data Cloud
Gemini 3.5 FlashHightouch alternatives: BlueConic, CaliberMind, Segment
Perplexity SonarSegment alternatives: BlueConic, Hightouch, Tealium
Grok 4.1 FastSegment alternatives: BlueConic, Hightouch
Mistral SmallHightouch, Segment alternatives: BlueConic, Demandbase, Tealium
Llama 4 MaverickZoomInfo alternatives: Hightouch, Segment, Tealium
Kimi K2BlueConic alternatives: Salesforce Data Cloud, Tealium
GLM 4.7 FlashXSegment alternatives: 6sense, HubSpot, Salesforce Data Cloud
Muse Glimmer 30BBlueConic, Segment alternatives: Hightouch, Salesforce Data Cloud, Tealium, Treasure Data

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
RudderStack leads by nine points.
RudderStack9%#3 of 13
Census0%#– of 13
The full small business standing →
Mid-marketThe figures above
RudderStack leads by two points.
RudderStack4%#4 of 12
Census2%#5 of 12
The full mid-market standing →
Enterprise
The order flips: Census leads at enterprise.
Census4%#– of 9
RudderStack2%#– of 9
The full enterprise standing →

What the models said about RudderStack

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

“RudderStack is my default pick for a tight budget if you have technical support” GPT-6 Luna · budget prompt · first choice
“Just starting out? → Twilio Segment's free tier or RudderStack's free tier” Kimi K2 · budget prompt · first choice

What the models said about Census

No label in this category carried a quote.

Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.